Zero of fourteen models named Tipalti first on the direct prompt; zero named Melio. Tipalti was named by fourteen of the fourteen models and Melio by thirteen and Tipalti carries 49 labels and Melio 24, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in nine categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the accounts payable automation page.
Across every category in the November 2026 Edition, Tipalti and Melio were named in the same answer 108 times, of the 557 answers naming Tipalti and the 308 naming Melio. In those answers Melio took the first choice twenty times and Tipalti seven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Users frequently cite hidden "drip fees" and complex pricing structures that are far more expensive than initially quoted.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid higher-priced platforms such as Tipalti” Perplexity Sonar · budget prompt · hard negative
“Tipalti is highly regarded for mid-sized to larger B2B companies, especially those with complex invoicing and global payment needs.” Mistral Small · paraphrase prompt · first choice
No label in this category carried a quote.
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.